{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "09606b75-0599-4239-9bca-e7985f0e1612",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import argparse\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "matplotlib.rcParams['pdf.fonttype'] = 42\n",
    "matplotlib.rcParams['ps.fonttype'] = 42\t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7f8f6acb-fc94-4492-8fc1-e22969ed9f49",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "checkpoint = torch.load('checkpoints/Electricity_96_96_CycleNet_custom_ftM_sl96_pl96_cycle168_linear_seed2024/checkpoint.pth', map_location=torch.device('cuda:0'))\n",
    "weights = checkpoint['cycleQueue.data'].cpu().numpy()[:,320]\n",
    "shifted_weights = np.roll(weights, 41)\n",
    "plt.figure(figsize=(6, 4))\n",
    "plt.plot(shifted_weights)\n",
    "plt.axis('on') \n",
    "# Save the plot as a SVG file\n",
    "plt.savefig('electricity[320].pdf', bbox_inches='tight', transparent=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8d94a8a1-9069-4c98-b808-99310c3de913",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "checkpoint = torch.load('checkpoints/Electricity_96_96_CycleNet_custom_ftM_sl96_pl96_cycle168_linear_seed2024/checkpoint.pth', map_location=torch.device('cuda:0'))\n",
    "weights = checkpoint['cycleQueue.data'].cpu().numpy()[:,319]\n",
    "shifted_weights = np.roll(weights, 41)\n",
    "plt.figure(figsize=(6, 4))\n",
    "plt.plot(shifted_weights)\n",
    "# Save the plot as a SVG file\n",
    "plt.savefig('electricity[319].pdf', bbox_inches='tight', transparent=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "d63a223f-6eff-4a42-ae06-315bca7be37f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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mVFwU4SB0jKyC45133sFVV12F8vJycByHl156adznbN++HUuXLoXVasXMmTPx1FNPyblETcCqVOKZRoMejqCIYJUMWVYTTCEGtWCEgwSHVnCECIh4Xh1m/mXn1usPYFi8ycSqUqGJsdqBRZuiTQNmVOalISfNDK+fx4muIZwVPRzRDKOMNDGaRSkVQs/IKjiGh4dRX1+Pxx57LKHjz5w5g0996lO47LLL0NjYiG9+85v46le/ijfeeEPOZapOQqZRMWphH/FK7nZ7lKFeAEKqVEhwaAV7SCWS0TC21wqDRThYH47QSEekIKWyWO0xnocDECrJFlRkAxB6a5yRenDEi3AIl2pKqRB6JvanIgmsW7cO69atS/j4xx9/HLW1tfjZz34GAJg7dy7ee+89PProo1izZo1cy1QdRwIplZw0MywmAzy+AHqcblTmpYd4AiIFhyBO+sjDoRmimXujwfwdTKCwtFhBhiUsigXQxFgt4pDmqMQ/zwvKc/D+yT68e6IHTpcPHBfstRONdDHCMUoRDkLHaMrD0dDQgNWrV4c9tmbNGjQ0NMR8jtvthsPhCPvSG1LjrzimUY7jUJQZnlaRZnOkhZsQKaWiPQZjnKtIgmWxwvGdDsGzw6qUQgmWxZLg0AqJRDgAYL5oHN32cTcAoDwnDTbRpxEN5uGgCAehZzQlODo7O1FSUhL2WElJCRwOB0ZHo09K3Lx5M3JycqSvqqoqJZaaVBIxjQIhPg7xJiTN5oiRUhkY8cLrDyR1rcTkSDjCwapUxAhHtyQ4rGOOpQiH9hiKMrgtGgvKhZSK2yd8PqN1GA2FymKJVEBTgmMybNq0CYODg9JXS0uL2kuaMMGy2HEER0RpbKy+DnnpFskn0E9TYzXBeIPbGCylwibGdg4K57o0J06EgzwcmiHRzUNNQQYyLMGIRrySWIAiHERqoCnBUVpaiq6urrDHurq6kJ2djbS0tKjPsVqtyM7ODvvSEzzPJ9TaHAgpjXUwwRE+KZZhMHDSqHMqjdUG9nEGtzHYuWQTY7vEMmh27kOhlIr2SDSlYjBwUnksEL9CBQDSWR8O6jRK6BhNCY6VK1di27ZtYY9t2bIFK1euVGlF8jPq9cMXEAYyjZtSyQpvb35adLezOSuhFGSwbqMU4dACzJMxnofDYjJIO1/7iBddg+Th0BOJNP5izK8Ibo7Gi3DYKMJBpACyCo6hoSE0NjaisbERgFD22tjYiObmZgBCOmTjxo3S8bfffjtOnz6N73znOzh69Ch+85vf4G9/+xu+9a1vyblMVWGGUaOBk3YxsYjsxXG8ywkAmFOaNebYoiyap6IlEo1wCMcEK1VYhKM0J4qHQxQcLm+AvDoagaVUYs1SCWVBaIRjHMGRTh4OIgWQVXDs2bMHS5YswZIlSwAAd999N5YsWYL77rsPANDR0SGJDwCora3Fa6+9hi1btqC+vh4/+9nP8MQTT0yRklgTOC52fwYgPKViH/GgS0ytzC7JHHMsVapoi1jdQqMR7MURPMfRUiqhg76o+Zc2YF1fx0upAMDCSkFwmAwcqqJEKUNhplEXRTgIHSNrH45Vq1aB5/mY34/WRXTVqlXYv3+/jKvSFs4Emn4xikJMo0c7hehGRW5a1PAtNf/SFvYE5qgwmODodbql8xfNNGoxGWA1GeD2BTDk9iX02oR8BAK8lN5KRHDMKs7Ev66agdIcGyym+Hu/NDNFOAj9I6vgIMZH6sGRQM6X5fH7ht040i70G6mLkk4BaICb1hicSEpF9Hmc7BkCzwNmI4f8GGIiy2aCe8hDPg4NMOzxge2vEvk8cxyH76ytS+i1peFtJDgIHaMp0+hUJNiZcHztV5AhlLvyPPDBqV4A0f0bAKVUtIZdMo2OfyNifVWOiVGs4iwbDDHaoWdQaaxmYIZRs5GDdZyIxURJp2mxRApAgkNlWElsIjsig4GTUiUNp/oAxBYcBVJKhSIcahMI8BPzcKRFCI4oTb8YzDhKE2PVJ3Rw23h+rIkiValQhIPQMSQ4VCbY9Cux7BYzD7IJohTh0D5Otw8BFmpPQHDkiemTDrEktjRKSSyDJsZqB2eCc1QmQzpNiyVSABIcKpPI4LZQWC8OQHC3Ty8cW6ECBA2m/cMeBAKxjbuE/LAhe2lmY9x5GYzIVvXRenAwqNuodnAk2PRrMjDTKFWpEHqGBIfKBAe3JSg4QsLr04syYrrbWadRf4CXekAQ6iAN2UvAMAqM9XnEFRw0T0UzJNpldDJQlQqRCpDgUJnQPhyJUBTSj2FOaew27majQTKujVA7ZFWZiH8DGFs6G21wG4O6jWqH4OC25KdU0kJMo/FaDRCEliHBoTLBOSoTT6nEKollBJsFURdKNXGL///WBNIpAJBHKRVd4pzg5mEipIV0IabPM6FXSHCoDAvDJtIKGQgXHHNK4gsOm4nyvlrAI7YdtxoT+7hNxMPBymKHKYqlOkqkVAAqjSX0CwkOlXH7hJtRImZCACjODk2pJBrhoAuUmnjEczxeN0lGZOolXkqFZmxoBzmrVIwGTvr9oRQpoVdIcKiMxyfcKCwJ7n6n5afDbORQmGlFRW5a3GOZh4N2ROrCBIfZmFhvBqvJKAmJDIsx7g0sjQSHZmC9UBKNVk6UdNpAEDqHWpurDAu3J7r7zc+w4LmvrUS2zRyz+ySD2iFrg4meY0DoxTHiGY2bTgHoJqQl5EypAEJaxQ4viUtCt5DgUBm2+51IK+Sl0/ISOk6q3feRyUxNgimVxNJmgJBWabOPLzioXFI7yJlSAWgDQegfSqmozETz+xOB+UJcdIFSFSnCkWDaDAj27Ijn3wCANOpAqRlGxeqRtAT9WBNFEpcUzSJ0CgkOlZEExwRuRokSjHDQBUpNgqIy8fkakuCIMpY+FGmoFxkJVccr4+YBCEmfkbgkdAoJDpWZTH4/Uaxm0TRKFyhVmYyoXFSZCwBYUhU/fcZEJRmD1cfrn5g5eKLYKH1G6BzycKhIIMDD6xe6BiZ7nDUQOn+BPBxq4p2EqPzaJdPxuWWV0hC+WFCVinbwTiJ1NhFoRD2hdyjCoSIsugHI6+GgC5S6uCcRauc4blyxAYSmVOgcqw3bPJhlEhxpNKKe0DkkOFREbsFBEya1gUcKtSf/HKebhSClL8BLO2xCHeRMjwJBgzBtIAi9QoJDRTwh5aqymEapR4MmkLMSKXTGBqVV1MUro7AEqASa0D8kOFQk1EzIcck3mlGnUW0gZ27fbORgFBvAUahdXbwyVpwB1OSN0D8kOFREzp0vQBEOrTCZ5m6JwnEc0qWdL5XGqonk4ZhA+fNECBqE6TwT+oQEh4rInfNl02JHqUpFVYKzVOQVlhTJUg+e52X16gChJdD0eSb0CQkOFXF75Q3BplGjIE0gv5mQqhfUxhfgpb/LLiwpwkHoFBIcKuLxi5Ni5YpwiI2/qNOousieOiMzoerIbQAHqA8HoX9IcKjIZPozTAQb1e1rgsnMUpkI6dT8S3VCS5Kp0yhBRIcEh4rIOUcFoFkqWkHycMg2Y0Poz0DmYPVgopLjIFUNJRtq8kboHRIcKiJ3qD0Y4SCTmZpIVSoyCUva+apPaJdROUrcAZqbQ+gfEhwqIruZULxAuekCpSqTmaUyEdKpXFJ15O7BAZA5mNA/JDhURM7+DADNUtEKckeyKNSuPnJPigVolgqhf0hwqIjcgoNdoGjOhrrI3p+BqhdUR+5zDAS9OnSeCb1CgkNFZG/8ZQm+LhkK1UPuaiQqi1UfuSfFAuEbiNAyXILQCyQ4VETuKhVhRovwd9oVqYecs1QASqloAXaO5YpWAuGD+ujzTOgREhwqIvfOl+O4EOMo7YjUQvbUGYXaVccrc/t64bVpUB+hb0hwqIjcZkKAjKNq4/MHwLpey1+lQudYLSQPh0yD24DwQX30eSb0CAkOFQl2oDSOc+TkkZp/0QVKFTxhHSjlHupFZbFqoYSHAwBsVAJN6BgSHCqiRITDKs5ToRCsOoTN2JB5eBtFONTDq0CVChCMZtEGgtAjJDhUxO2Td3gbQN0J1Sa05bWJWl6nLHIbgxlUkUToGRIcKiK3mRAITamQaVQNQiuR5Gp5TVNE1UealyNj4y+Auo0S+oYEh4rIXRYLBE2jFIJVByXPMe161UOJxl8ARSwJfUOCQ0XkbvwFkOBQGyXOsdSBkgSHanhlngjMoPbmhJ4hwaEiypTFiqZREhyq4PUJ1QvyCo7grpfnedl+DhEbVqUiu4eDDMKEjiHBoSJu8nCkPB6/AsZg8SbkD/BhZbiEcngUGN4GUEqF0DeKCI7HHnsMNTU1sNlsWLFiBXbv3h3z2Keeegocx4V92Ww2JZapONT4K/VxK9CBkt2EAAq1q4XSZbF0ngk9IrvgeO6553D33Xfj/vvvx759+1BfX481a9agu7s75nOys7PR0dEhfTU1Ncm9TFXwKFBKl0Z1+6qihGnUbDRIO2sKtauDUoLDRhVJhI6RXXA88sgjuPXWW3HTTTdh3rx5ePzxx5Geno4nn3wy5nM4jkNpaan0VVJSIvcyVUHJCAcJDnWQcvtKmQnpPKuCUuc53Uxzcwj9Iuunw+PxYO/evVi9enXwBxoMWL16NRoaGmI+b2hoCNXV1aiqqsL69etx+PDhmMe63W44HI6wL72gqGmUdr6qoMQ5BqhSRW2UiGQBwZTKsJtamxP6Q9ZPR29vL/x+/5gIRUlJCTo7O6M+Z86cOXjyySfx8ssv489//jMCgQAuvPBCtLa2Rj1+8+bNyMnJkb6qqqqS/j7kwqPESGsW4fCRmVANJNMoVS+kNEqlVLJsgrAccpHgIPSH5qpUVq5ciY0bN2Lx4sW49NJL8cILL6CoqAi/+93voh6/adMmDA4OSl8tLS0Kr3jyBHdF8g1vs1HdvqooFeGglIq6eBWYFgsAWTYzAMBJgoPQISY5X7ywsBBGoxFdXV1hj3d1daG0tDSh1zCbzViyZAlOnjwZ9ftWqxVWq/Wc16oGStyMaFqsungU6s8QrF6gG5EaKNWHI1OMcDhcXll/DkHIgayfDovFgmXLlmHbtm3SY4FAANu2bcPKlSsTeg2/34+PPvoIZWVlci1TNZT0cJDgUAfFIhyUUlEVpVqbSykV8nAQOkTWCAcA3H333bjhhhuwfPlynH/++fj5z3+O4eFh3HTTTQCAjRs3oqKiAps3bwYAPPjgg7jgggswc+ZM2O12PPzww2hqasJXv/pVuZeqOG7qw5HyeBTowwHQFFG18Sp0nrNFwUEpFUKPyC44rrvuOvT09OC+++5DZ2cnFi9ejNdff10ykjY3N8NgCH5IBwYGcOutt6KzsxN5eXlYtmwZPvjgA8ybN0/upSoKz/PK9OGglIqqKFelQudZTbwKdRplHo4htw88z8s2gZgg5EB2wQEAd911F+66666o39u+fXvYvx999FE8+uijCqxKXUJbUCvTh4OqVNTAq0AlEgCkiWWxFOFQByWG9AHBlIo/wGPE40eGVZFLOEEkBc1VqUwVPCFlqrKWxdLOV1WUuhGlk4dDVdiQPiVSZ0aDENUgHwehN0hwqESo4JAzpWIzkYdDTZRqCBUcW043ITVQyjTKcRwyrczHQZUqhL4gwaESodMlDQb58rA2S3A8PY0uVx4lhrcBwUgWCUt1UMrDAQTTKg4yjhI6gwSHSii98+V50OhyGekYHMW+5oExjyttGqWUijp4FTCAM6j5F6FXSHCohFI3IlvI6HKXhwSHHPj8AVz3u5343G8/wJne4bDveRXycKRRR1lVYY2/zDKfZwDIopQKoVNIcKiEEj04ACGUbxJTNi4f3YzkYMuRLjT3jyDAA8c6nWHfo8ZfUwOl+q0ANE+F0C8kOFRCqeoFgOapyM1TH5yV/t5uHw37XrDXiry5fWlaLHk4VEHZlAo1/yL0CQkOlVDKwwGE9OKgCEfS+bjDgV1n+qV/dwxGCA6FPRwkKtUhmDpTwjTKPByUUiH0BQkOlQjeiOSbFMtg81ToZpR8/iRGN5hwbLe7wr4fjHDIe56ZqBzx0q5XDSQPh4IRDqpSIfQGCQ6VUGrnC9Docrmwj3jwUmMbAOArK6sBAG2RKRXFIxxkDFYDpfpwAMGJsdT4i9AbJDhUgl2grApcoJih0E3tzZPKliNdcHkDqCvNwvrF5QBip1Tk7s9A4+nVg+f5kD4cSpbFUkqF0BckOFTCLfopFDGNUrdRWeh2ugEAiypzUJ6bJj0W2kVWKXOwVKVCDd4Uxx/gwf7LlfBk0cRYQq+Q4FAJJVMqNpqnIgt9Qx4AQF6GBQUZFlhMBvA80OUI+jgUG94W0uDN7aNIlpIw/wYAmBUxjZLgIPQJCQ6VYIJD7hsRANhMwfbmRPIYGBEER0GGBRzHoTzHBiC8NDZYjSSvaZSVxQJkDlaa0A6+ing4rMER9QShJ0hwqIRSjb+A0ImxtPNNJv3DYoQj3QIAUlqlfXCs4JB752s0cJJ4pRuRsoSm0EwyzkViBCMc5OEg9AUJDpXwKNgoiHk4KKWSXJjgKMgUBEdZjig4Qkpjley3kp9hCVsXoQyhTb84joa3EUQsSHCohKJlsdQUShYiIxwVuVFSKgp2lC3MtAIAeofcsv8sIoiSk2KBYJWKxxeQzOcEoQdIcKiEoqZRM0U45IAJDhZZYCmVjkEhwsHzvKKCoyhLEBw9ThIcSiIJDgXOMQBkWoN+HZqnQugJEhwqoazgINNoshn1+KX/TyY4ypiHQ4xw+BQulyyiCIcqeHzKdRkFBL9Ohhi1pEoVQk+Q4JCJnaf78MzOJmn3E4mSjb8yxAqGYTITJg1WoWI2ctKOk6VUWLfRUDOhIimVLEH4UIRDWZQc3MYINv+izzShH0zjH0JMhnv+dgBt9lG8eqAdv/7SUinczVAywpEn7sAHRsjVnixC0ynMKMhMo06XD06XF/5AsD+DshEOMo0qiVfBtBkjy2ZCp4MqVQh9QREOGQgEeHSKzZ92nenHVb96D0c7HWHHKCk48jOE3RDblRPnTqRhFAAyrCbkpAn/1x2DLukcGzjApIDgKCQPhyp4FDaNAiGlsRS1JHQECQ4ZcLp80u52elEGOh0u/PSNY2HHuBUMw7KbIpVLJo/IklhGeYiPQ8leKwB5OOTiZLcTO473xPy+kpNiGZmUUiF0CAkOGegXIwmZVhN+dPUCAMDpnuGwY5QcT89MjQMkOJJGtAgHgJBuoy5FJ4gCFOGQi689sxc3PLkbT7x7Our3vT5lzzNAzb8IfUKCQwb6h4ULfn6GBVV56QCA1oFRBEJy+mp4OIY9fiqNTRIsPcXEHCM0wqFk+3ogWBbrdPvoPCcJf4DHmV5hs/Cj1z7GKwfaxxyjhmmUBrgReoQEhwz0Dwu7jrwMC8pybDAaOHj8AfSEhLqVnBabZTVJLZftZBxNCn3D0QVHGWv+NTiq+I0oy2qSfp8oypEceofcCNkn4J6/NWLX6b6wY6RIlgKD2xisSoXa2BN6ggSHDLDURX66GSajAWVimL2lf0Q6RsndL8dxUpSjb5huRMlgIIbgqIgS4VDKw8FxnOTj6Inj4/iodRBPN5wlT08CsMm/xVlWXLmwFF4/j99sPxV2jCoeDiulVAj9QYJDBpiHg93kK/OEm1DLQIjgULiULj+d+TjoApUMYkU4QruNelTI7TMfR2+cCMe9/3sQ9718GCs3b8OmFw5KfUOIsXSKXWPLcmz48gXVAMI/x0Boa3PlPRw0T4XQEyQ4ZEDq0SDe5CUfR//YKaJKNP4CgDyxNLafSmOTwkDEOWawaFaH3aV4lQqAhCIcbJqt2xfAs7tbcM/fGpVYmi7pEoVbSbZN6rPSYXeB56P4sajxF0HEhQSHDEiCQyyZrMoXBEdYhEPhmxFVqiSXgYgoFqMk2wYDJ0Sw2I1dUcEhdhvtdUY/z15/QPLxPPS5RQCAxhY7fDE64k51usQIhyA4BDE56vXDMRq80Ss9vA0IRjiGKKVC6AgSHDIQuftlKZXWgbERDqVuRtSLI3kEArzUtbUgQnCYjQYUZwk3pqY+QWAqufMNRjhcUb/PfjcNHHDNkgpkWk1weQM42TOk2BrVpMfpxk/fOJbw54B5OEpzbLCZjZJwZ2ISgOLlz0BoWSxFOAj9QIJDBiI9HFEjHEp7OKT25uNfaN0+P55pOItH3jwW1p47leF5Hk++dwbP7m4e91hHSNvy3IiUCgCUi5UqrJxS2QgH83BEP8+s7Xl+hhUmowELKrIBAAdbB5VZoMo8suUYfv32SfzqrRMJHc86BpdkC+dUSpmFCA4vG96mZGtzK6VUCP1BgkMGIseWswhHu90lha7dCud9E4lw8DyPv+1pwWUPb8f3Xz6MX751EluOdCqyPrV5/VAnHnz1CL734kcYHI0fpmaG0SybKaqYYMbRpj5RcChpGh3Hw8GqlArFdN+iylwAQuXKVOC9k70AgL1NAwkd3+1gHg7h/5X5ONrtwQiSOsPbqEqF0B8kOGQgUnCUZNlgMRrgD5mxopqHI06EY8fxHnzn7wfRPhi8mB6YAjcip8uLH/zjMACA54HT46QXYpXEMoKCQ0ypqBHhiCU4hsJbsi+syAEAHGxL/fPc0j+CFtG4faTdkVBzNPZ5LRUjHCx6FRbhUNHDMezxT5koJKF/SHAkGa8/IIU5mYfDYOBQwUpj+0fB87ziKRWW3umPUxZ7slu40V44owA/uGoeAOBgq132tanNz948ji5H8AZ9KqINfSSRgjIS1t5cjSoVKcIRoyyWCZGCDOG4RZWC4Pi4wyGJ4FSlIaRhly/Aj5tGcnn9UrSrWBQcpSFVSAylP8sAkGkLDvoer/mX0+XFkXZH3GMIQglIcCQZFkEwcEC2ODkUCO/F4QvwYFV1VqP8s1SA0D4csSMcrOfA/PJsnFebD0DI7QdSeAd1sNWOPzWcBQDMLRP8DKfGiXBElj1HwiIcDCXNhCzCMeLxYzjKjag3IsIxLT8d2TYTPL4Ajnc5FVunGjScCu8Quq85flqFGUbTzEaplXg5S6lEjXAod56tJqMkcOKlVToGR3HlL9/Flb98d0psHghtQ4IjybCbUW66BUZDMMRaGTJTJXQnqVyEI9iHI7SHQCgdUpOjNMwuyYLVZIDT5UNT/0jU41OB5/e0gueBTy8qw3XLKwEAp7rHERwxSmIZkYJDyZ1vhtWENLMgYqOlVfqGmIdDECYcxwV9HCmcVuF5Hh+cEvwbl80pAgDsG8fH0SmVxFrBccJnOWgaDfFw+JTvNAoEBS8TkZF0O13Y8IddUhrp7aOxJ94ShBKQ4EgyscLtUmls/4gqgoOF0D2+AEY80XPXbNdWlmOD2WjAvHJWwWBXZI1qwHaxK6YXYEZxJoAEIhwsSpCo4FD4RlQUZ2osM7wy0ygALGA+jjgpBp7n0W4fxVtHu/DKgXZpV68XTvcOo8vhhsVkwFc/MR0AsK/ZHlN8A+FNvxihnWTZc9UwjQLBa0rbwNhOscNuH778xC6c7h2WNj67zvSNOS4V8foD+NIfduKmP+5O6eisHiHBkWRY6/DIcDsrjW0dGJVyvkYDFxYFkZM0ixE2s3C6Y1WqSG2cxYtqvbjzTeWSSfZ/UZhhwYwiQXA09Y3EvaGOF+HISzeHzchRalosg4mJeBEOJkCBoI/jozb7mOMDAR5/39uKi//rbVz4k7dw81N78PVn9+Ol/W0yrFw+PhDTKcur87CsOg9mI4feIXdYb5xIQpt+MUqybeA4Qbiz3x2PCqZRILS/z9gI5NaPu3C8awiFmVb8/ivLAAgppFT36QDAm4e78MGpPrx9rAene+P7sQhlMY1/COHy+vHmkS4sq86ThnPFIngzMoc9XhXi4XB7lR1bzshPt6B90IWBEY8kgBg+f0Da7TPTI7sRxYpw8DyPX791Ev/zYQtmFmdiYUUOrqovx5zSLPneRJIJnYlSmm1DusWIEY8fLf0jmC4KkEjGq1LhOA4VuWnSxU7pUHu8CEekhwMIVqoc7XDi9++cwhuHu8DzPMpy03C2dxiHRcOhycAhzWKE0+XDsU59+T0axHTKhTMKYDMbMa88Bwda7NjXPDDms8AIbfrFsJgMKMy0osfpRsegCwWZ1qCHQ+HPc2iaNhI2KHLVnCJ8sq4Y+RkW9A978FHbIJZV5ym6TqV5ZudZ6e/7mgcwszj655hQHopwJMBdf92Prz+7H3/f0zrusf1DsVIqwsWh0+GSXOVK5vaB0EqVsRGObqcwhttk4KT8PhMch9ocY1pfBwI8HvjHEfxsy3G02Uex43gPfv32Sdz0x90yv4vkIu34M60wGDhML8oAEL9SZTzTKBCeVlH6PAd7cYSfZ57nQ/pwBCMclXlpyEs3wxfg8Z//PIq9TQPY12zHawc7cLjdgSyrCd9dV4dDD6zBPf8yGwB0NfAtEOAlw+jKGYUAgKXTcgHE93F0hkyKDYUJ8nbx/0CNabEApMq3aBEOdn4qctPAcRzOrxFM4KmeVjnR5cTO0/3Sv/ePYwwmlIUERwJcubAUAPDi/ta4OV8gWKUSKTgKMy2wmQ3geeCsCg2hQtcUrRcH6ytQkm2DQUzzTC/MRIbFiFGvP+wGHAjw+M7/HsRTH5wFAHx7zRw8uH4+AKB90KWbZkQeX0Catsn8GCytEs3H4XB58ebhTrSIO8r8zNiCoyxiV6wksSIcIx4/XGJ0LTTCwXEc1i0sAyCkHH549QL8dsNSfP/T8/C9K+vw9rdX4fZLZ8BmNsbdVWuVDocLAyNemI2cJKKXThN2+fua7TGfx5p+hUY4Qv/NjKOqeziiiD92fpgoOV+sOtt9pn/MsanEMzubAASvdfua7CquhohEkU/IY489hpqaGthsNqxYsQK7d8ffBT///POoq6uDzWbDwoUL8c9//lOJZcZkzfxSpJmNONs3gv0t9rjHst1vXsTul+M4KbT35HtnAKgQ4RDX1BfF1c4unqyxESD0D2GGwgMhaZVtR7vx972tMBo4PHpdPe68bCY2rqxBXrqQRtLL7pcJL6OBQ45YwiwJjohKlXeO9+D8H2/Fbc/sRf+wBxwHVMZJr4VFOBS+EbHSzcidLzvvaWYj0i3h2dQfrV+Aww+swd/vuBBfuaAa6xaW4ZaLa3HbJTPCoiHxdtVapUuKVNikKMRSMa1wpMOBwZHoAjmy6RejLKI0lvkilI5whIq/yI0Q+wyy31EmOPacHUjZRmFDbh9e2Cd4i77/6bkAgOPdTjh0sgGaCsj+CXnuuedw99134/7778e+fftQX1+PNWvWoLu7O+rxH3zwAa6//nrccsst2L9/P66++mpcffXVOHTokNxLjUmG1YS1C8Qox774ZrlYEQ4AuOeKOQCAPWIYV2nBETfCYQ+WxIZSX5ULINzH8WdxF3HzRTX47JJK6XF2AWRleFqHmSrz0i1SVCdahMPl9eP/vfQRXN4AqgvSsXFlNZ699QKpGVQ0QoWb0rn9mSXCe4jsq9E7zNJHY383DQYOGdbxLV1McAyMeKP2+dAi3Y5geSujPMeGuWXZ8AeEdv6R8DwvCZWSiPMsdRsVPzNqmUbZOkY8fmmYIBCsKAKC52tuWTaybCYMuX0p2wTs5cY2DLl9mF6YgfX1FajMSwPPAwdbUtf0vvN0HxpO9Y07jkEryH4lfOSRR3Drrbfipptuwrx58/D4448jPT0dTz75ZNTjf/GLX2Dt2rX49re/jblz5+KHP/whli5dil//+tdyLzUun11SAQD4x8H2uE5vtouMVsFw2ZxibFgxTfq30jvf4DyVsb+coSWxobAQ9PZjPXB5/WjuG8E7J4R6/g0rqsOOjeea1yLsXIWWiIZ6ONiu8akPzqKlfxQl2Vb83zc+gQfXL8AF0wvivnZohMOq8HmeJUbSuhzusN17sK25NerzEiHbZpaaYOklktUlzUMJ/m5zHIcbLxR+f//UcHbMrn9w1Ct1ii3ODv//YqKcpSHVMo1aTUbJXxL6mesb9sDlDYDjgms1Gjicl+I+jv1ieuyq+nIYDFxI2ix1fRwP/OMIrv/DTt14VWT9hHg8HuzduxerV68O/kCDAatXr0ZDQ0PU5zQ0NIQdDwBr1qyJebzb7YbD4Qj7koOLZhaiOMsK+4gX249Fj84AIRGOGIbC7105F9UFQiRA8SoVsXImWrdRqSQ2QnCsmlOMkmwrWgdG8au3TuAvu5vA88AnZhWipjAj7Nig4NDHjYilv0J3/LWFGeA44YbTN+xBj9ONX791EgDwnTV1Y1IRsVDTNJplM0vVVMe7g1EOqelXjOqaRGGRrGj9H7RIrEjF+sUVyE03o3VgFNs+7op4Dot+mWE1hXcDDs5TET0cYuMvpTcQQPTPHDsvxVnWsN89llbZeTo1BQfzLLHffckYrJOb8WTojWjkp3Vk/YT09vbC7/ejpKQk7PGSkhJ0dkafQtrZ2Tmh4zdv3oycnBzpq6qqKjmLj8Bo4LB+cTkA4MUYPQh4nh93zkaG1YRHvrAYuelmyTGvFFKVSpSUSntEDw5GptWEBz6zAADwux2n8dddwvj2L18QHt0AQnuN6CPCwT6s+SE9KQRjpPB/8FHrIH746hEMuX1YVJkjRbkSoTxHPcEBALOipFX6ogisyaA3H0e0CAcgnOsvnidEHJkBmhE5lj4UFjXocrgQCPCqtDZnBH0cwXMRWqESyqWzhQ6rbx3txslufZU1J4J0880Sfr+XiBGO/c32lGwAFggE7zdFWSQ4FGHTpk0YHByUvlpaxuZjkwXzK2z7uDtqFcOIxy+FYWMJDgBYVp2HPf9vNb67rk6ehcYg3jyVDnv0lAoArF1QiivmlcAX4OF0+VCWY8PldcVjjqsMGVCnB6QIR8S5Yj6Om//0IV450A4A+P6n50k+j0RIsxglE60aO9/ZJUIvlOMh/TLYDvBcUipAyK5aJymVbudYDwfjKyurYeCExmCh4oxFCaIJjuIsKwycUA7bO+RWzcMBRO822iZVqIT3F5lblo0r5pUgwAMPvX5MuUUqBBMcRZnCOZtblg2ryYDBUW9KNgCzj3qlVGC8+42WkPVKWFhYCKPRiK6uiHBlVxdKS0ujPqe0tHRCx1utVmRnZ4d9ycW88mxcMrsIHn8A//78gTF5X3YDs5gMSLfEH8pmUuEmlBfDNOr1B9AjflgjTaOMB9cvQKZoKvziedOirj/abkvL9MVoUT5HvFnzPFBTkI6fX7dYyn9PBCZcYnUklRNJcHQFhXGwrfm5CQ62c9ZL6ixWSgUQ3ssV84Rryy+2ngAgNMH74/tCJVm96GEKxWQ0oDhLeK02+2iwLFaFSFa0MuVYEQ4A+M7aOTBwwJtHurA3ogfJqwfbcfdzjVE71GqdQICXmtqxCIfFZJA8aH98/wx2n+nHiEcfRudEYOcpN92sSnRtMsi6SovFgmXLlmHbtm3SY4FAANu2bcPKlSujPmflypVhxwPAli1bYh6vND+5ZiGyrCbsb7bj9++cDvteqH+DDXvSEsEqFW9YiLHL4QLPCzvxWPNBSnNseGzDUlx/fhVuvrgm6jHsAudw+XThmg6mGMJvwLdeMh1fu3Q6nti4HG/dswpXTyCVEsp/fW4RHr2uXsolK8lsMaVyIpqH4xxTKnrrxRFMqUQXWnd9ciaMBg6vfdSB1w914rk9LTjRPYTcdDNuuXh61OdME9OHzf0jUuMvNSJZFVE8HJE9OEKZWZyFzy0TIrU/+b+P0Tfkhn3Eg68/ux93/XU/XtjfhqcbmhRYeXIJ3e2Htu1nG4W/7GrGF37XgFUPb9dNn6Dx0Jt/A1AgpXL33XfjD3/4A/70pz/h448/xh133IHh4WHcdNNNAICNGzdi06ZN0vHf+MY38Prrr+NnP/sZjh49ih/84AfYs2cP7rrrLrmXmhDluWn4/lXzAACPbjke1uJ5PP+G2uSKIX6/mBphMPNbSY41btrg0tlF2HzNImTZzFG/n2E1SYJFD1EO1nVzbJM2Kzatm4vV80omlEaJZEZRJj67pFIV8cl6vvQOeSShEYzoJCelogfTqMvrl8RvrDLmBRU5+NolgrD4j5cO4dEtxwEA37h8FnLSo/+u14qG6dM9w/Cq1IcDCK8MY1VVkT04Ivnm6tmwmAz48OwAlv1oKxY/uEVKHQLAjjimeK3Cbr45aeawSNPXLpmBb1w+C5+sK0am1YRupzvsveqZ3nGGSGoR2T8h1113HX7605/ivvvuw+LFi9HY2IjXX39dMoY2Nzejo6NDOv7CCy/EX//6V/z+979HfX09/v73v+Oll17CggUL5F5qwnx+WSUuryuGxx/Aj147Ij2udcFhNRmRJaZFmCkOCB9Lf67oqVIlWllsqpBuMaEqX6xUEdMqfXH6cEwEdo57h9xweaNPHtYKLJ2SZg7+7kfj65fPwoyiDPQOudE75EFtYcaYsu9QWPn06d7hoIdDhZQKiyoOe/ywiyXQbaLYjxbhAIRN03fX1oVdp2oLM/A7ccjbgdZB3aVVmD8p0jyZk27Gt/5lNp688Tx8c/UsAMCzu5sVX58cSBFLnRhGAYVMo3fddReamprgdruxa9curFixQvre9u3b8dRTT4Ud//nPfx7Hjh2D2+3GoUOHcOWVVyqxzIThOA73XzUfJgOHd0/0Ym+T0C74neNCf4rIun0tMVccOd/YEszfMsNoeRTD6ETRU7i9P0ZKJVVgXpQT3U74Qxzt5yo4ctLMyBA9SlrvxRGaTokXabKZjXjoc/Vgh3x3XV1cTwaLcJzpHQqpUlE+kmUzG6WbbJt9FE6XV2rXH2/Q5M0X12Lf9/8FJ368Drv/3+XYdvelWDO/FPPF6wO7lumF3gTShdcsrYTFaMChNgc+SoEJ2L1JKnNXEn04TTTItIJ0XLtUyIU+uuUE3jvRi5ca28FxwMaVNeouLg7LxZbOe86GCI4YJbGToTJfHyWTLq9fGqKn1YjUuTJLMo46YR/xgNl24g2dSwSO43QjLKW25nG6wjKWVefh19cvxYPr5+OKeSVxj5UaxHUPS/+vang4gFAT74gkAHPTzQl1jjWLBliWOrxsjlB99vYxfQkOFuGI52fIz7Bgjdgx+tkPhSiHP8BrPkoXi15nckzgSkKC4xy465MzYTJweO9kL77xP/sBABsvqMZisR24FlleIwiOvSHNcNrjlMROFL20N2e7fbORkzpnphqzpV4cQ5JBNi/dnJQKqQqd+DjiVahE41OLyrBxZc24vptp+RkwcMBoyM1KrUqB0DSmVBI7yc3DZXVCr453jveMmRCtZZifYbx+FNefL/RpeqWxHc80nMUFm7fh4v96W2p8qCekyc+UUpkaVOWn4/PLhShH37AHpdk2/PuaOSqvKj6s3e/pnmHppsv8HMn1cGg7wsH8G/kZ2qwoSgazQyIcbOebrPSRXs5zt7jzLUnyRdliMkiN7hjqCY5gtCleSWwiLK7KQ06aGYOjXjSOM6hSSyQS4QCAldMLUFOQjiG3D99/+TB6nG70DrnHVBzqgR4yjU497rxsppS7/cFn5ses4NAKuekWqYJhX9MABoY9ONohVNrUFqbHe2pCVIXsfCMnWGoJaZDZOVZsaJkZRZkwcIB9xIub/vghgOSlj/RiDp5ohGMiTI9o7a+GhwMIfm5fPdiOhlNC2/JYhtHxMBo4XCJ2JH1bR9UqwaZf8T/PHMfhhgtrAAhppy+Js63+urtJd0ZZMo1OQSrz0vGHjcvxyBfqsWZ+/LyvVlgmRjn2NA3gf/e1wuMPYEFFNmYWZ53za7PdltOt7V4c/UPJMVBqGZvZGDZkLifNLPVgOFcqcsV5Kpo3jTIPR/IvyrWFmdLfzUZOtUjZpxaVY25ZNnqHPPi/Q8IIiMlGOADgsjmi4DiqHx9HZFvzeNx4YQ2ev30ldnz7Mvz46gVYVJkDlzeAJ987I/cykwbP8wmLLC2RmslrhVk1Z2ybby2zrCYPz+1pwd6mfmmsNZspca7YzEYUZlrRO+RG68Aocs/RoCgXUomojsKRk+Hpm89Hp8OFggwr0sbpfjsRdJNSEatUSmWIcNQWBSMcanZ6zLSa8Kebz8PnftuA5n7hfFROMsIBABfPEmY8fdzpwJDbJ3UY1jJSWWzm+OeZ47iwzsF3XTYTtz2zF083NOFrl8yI2XtFSwx7/HB5BY+NnjZNFOGYgiwTK1U+PDuAk91DSDMbpcF0yUAPN6NYXUZTDZPRgMq89KSKDSA4qK/Loe1eHHKmVGYUakNwAEBxlg3P3HI+CjMt4DigrnTyIx6Ks2wozbaB54Ej7fJM304mgQAfbNufQIQjktVzSzCnJAtDbh+ebjib5NXJA0unpFuMCU+w1gIkOKYg0wszpMFiAHBVfVlSvSdMcDT1aVhwDGm7SZvWyUs3I0us7tHqeR5y+zDsEcSQLCkVjUQ4GNUFGXjjm5fgH3ddjJoIf8lEWVAhzCD5qE37/SpitTVPFIOBwy0X1wLQj2+FpVP0FN0ASHBMSTiOk6IcAPDF85OTTmHUlQpekMMa3h31D6dul1El4DgupPmVNidxsuhGls0kyy6wNNuGNLMQObKoZBiNpCDTKomFc2Gh+BqHdCA4QoeYTXaA3tLqXADAxx3OMUM5tUiPDntwACQ4pizLxRxmXWkWliS5b8gCHVysWEgyP4WrVOSmukAQHE192hYccqRTgHDRpcakWDlhU1YPttrVXUgCJFoSG4/awkzYzAaMev04q9Hf51CkHhwkOAg98KUV0/DlC6bhv65dlHR3Pdsdne4dhkOjkxl7p0CVitzUFgg+Dq1eoLvHmRKbDFjHUS2kVJLJgpDPMOvIq1USaWs+HkYDJ/letByZZQS7jOrr+pVanxIiYbJtZvzo6oWol6ErakGmVSrLO9ymzQ+vlFKhCMekqdF4SoU1tCvJkifCAQR7caSa4CjKsurGOJqMCAcAaY7M4XbtRmYZFOEgiBAWSqYzu7oLicKIxye1pM7X2Q5BSzDBcbZXm6bRicxRmSzTi4ReHFZz6l1K9WIc7WH9KM6xAdY8UXBoXWABoVEdEhwEgYVSDlh7Fys2rC7NbJSmnhITp1b0cHQ6XBj1aK80lt04qgvOvYNuLC6fW4wr5pXg5otqZfsZaqEX42iyhpjNLxfe75F2h6a7JAPB96y3lDAJDkIWmOlMixcrNpp6bllWys5RUYK8DAty0oRy6qZ+baVVXF4/9ouzQFbU5sc/+BzIspnx+43LcVV98vrYaIWFlcKOX+vG0WR13KwrzYKBE3r0sBk8WqWXUioEEWSBuFs42zeCwRFtGUcPiBfQRZW5qq4jFahhxlGN+TgaW+zw+AIoyrJKlSTExNCLcVTqMnqOKRWb2YgZYopM6z6OXue5G2XVgAQHIQt5GRZU5QvG0UMa+/AeEHe+i2UwzE41gsZRbfk4dp4WhphdML2AoliTRC8dR5PpZ5CMoxo1uwOAxxeAwyUIQIpwEITIoopcANoynXn9AansjaV9iMlTo9FeHLtO9wMALpguXzplKqD1njrn2tY8EsnH0aFdwcEqVEwGTkpp6gUSHIRsSC53DRlHj3c54fYFkGUzSTdLYvJosduoy+vHvuYBAMCK2oJxjibiMbNYSDFoTVAyzrWteSTzyrXfiyPUMKq36B0JDkI2pG6FGiqNPdAiiJ9FlTkwGPT1YdUiUmmshm5IB1rscPsCKMy0YkYRicpzYZo4pI9NodUa7fZRAMLU52R0e2Upleb+Ee02LdSpYRQgwUHICDOOtvSPwqmRDy9z3NeTYTQpMNNol8ONEY82jIW7zgTTKXrbAWoNrQuO1gFBcLCBkedKbroFZTlC35YTXc6kvGaySVajMzUgwUHIRk66GcWic/xk95DKqxE40MoiHLnqLiRFyE23IFecPKyVqbHMMLpiOqVTzhUmOFoHRhHQ4FCzNjsTHMnrtcK6JLN+PVqjU1wXE0Z6ggQHISuzSoQc8AkNCI5Rjx/HxV1LfRUZRpMF88JooTTW7fNjb5Pg31hJhtFzpizXBgMHuH0BqaOnlmgdEERusiIcAFAq3sg7NSo4OgYFkVVKgoMgwplVLIyqP6UBwXG4fRD+AI9icU4EkRwk46gGfBxH2h1w+wLIz7BIPRWIyWM2GlAu7vi1mFZJdkoFgHRtYK3xtQaLvJTnJO89KwUJDkJWmMtdCxGO0HQK5faTBwu7t2jghsRKsOsrc+gcJwktnd9ImOCokCPC4dBeRAcIRl4owkEQEQQFh/oGrL1NgpmwnvpvJJUq6YY0qvJKgrN7FpJHJ2lU5WnXONompVSS5+EoYREOjaZUWGUOeTgIIoJZouBoHRhVtYrB5fVjx7EeAMAls4tUW0cqUiXuLlsG1L8hsZ4viypIVCaLaQXaFByDo16p4yYzeiaDYIRDe4Jj2O2T3nNZEt+zUpDgIGSlINOK/AwLeB443aNejv/9k70Y9vhRlmOjDqNJhkU42gZGpSZMajDi8UmRtIV0jpMGO7+tGohghdImplPyMyzIsJqS9rrMw9HpcGluaizzb2RZTchM4ntWChIchOxoIa3y+qFOAMCa+aWU208yJdk2WIwG+AK85KBXgyPtDgR4oCTbKoXFiXNHq7045KhQAYDibKGU3+MLwK6xwZNSSWyuPn+/SXAQssPSKie61DGO+vwBbP24CwBwxfwSVdaQyhgNnGTaU9PHwQyjC8UZPkRyYCmzTocLLq9f5dUEYT04kplOAQCryYj8DGEui9bSKsGSWP2lUwASHIQCzFK5UmX32X4MjHiRl27G+TXUm0EOKjXg45D8G5ROSSr5GRZkWIwAgjd5LSBHSSyjJFubPg6WUinTaQSPBAchO7NK1O3F8eZhIbqxem4JTEb6lZeDKg2UTh6UIhwkOJIJx3HS+dVSWqVVhgoVRqmYVtFa868OSqkQRHxYhONs3zDcPmVDsjzP443DQf8GIQ9q92oYcvtwqkcQtAtIcCQdLQjKSIJtzZMf4dBqt9HOQf2WxAIkOAgFKMqyIstmQoBXfoz50U4nOgZdSLcYcfGsQkV/9lSC9WpoGVAn5H64bRA8D5Tn2FCUpb+hVlpHbUEZjWBKRY4IhyBitNZttENq+kUeDoKICsdxqhlHmZFwUWUObGajoj97KlGVr277a8kwSv4NWdBapYrT5ZUqSJLZZZRRmiOmVDQqOMopwkEQsWEzVZSeGnuk3QEAWFBONyI5YTekHqdblUqGhlPChFjyb8hDUHBowzTK0im56WZZ+lFIplENpVRGPD4MjgoiS49tzQESHIRCsA+I0hMnD7cLO9/5FdmK/typRk6aGVnihb9V4UqVI+0ObDvaDY4D1i4gn44csAhWS/+IJpphtclYoQIEr1daSqmw6Eam1YQsm1nl1UwOEhyEIhRkCnXt/UMexX5mIMBThEMhOI5DpUozVX6x7TgA4NOLyjFTjKQRyYX5JIbcPjhG1RtRwJD8G7nJ928AwW6jAyNezfQekZp+6TS6AZDgIBSCNdLpG1YuwnG2bxjDHj9sZgOm06hy2WENopTM8x9uH8Qbh7vAccDXPzlTsZ871bCZjSgQP8Na6MXBomhy+DcAIWJnNQm3x26NTI1lQ9v0mk4BSHAQClGQIZiw+oaVi3AcEqMbdaXZMBqonbncqFHJ8IutJwAAVy0ql/q9EPJQLnb0bNeA4Dgums/Z71yy4ThOc0PcOiXDqD4rVAASHIRCSCkVBQUH828sIP+GIki9GhTycJzpHcabR8ToxuUU3ZCbcrHZVLuK83IAwOsPYM/ZfgDA8po82X6O1rqNtkslsRThIIi4sJSKfcQLnz+gyM883CZEOOaTf0MRgsZCZW5IH4o3nfNq8sm7oQAswqF2SuWjtkEMe/zITTdjbql8mwnm4+jSSKWK3pt+ATILjv7+fmzYsAHZ2dnIzc3FLbfcgqGh+GWRq1atAsdxYV+33367nMskFCAv3QI2pHVAgQmMPM8HK1TKKcKhBFLzL4UqGQ602AEAi6tyZf9ZRHBIWrtd3RswK4FeUZsPg4ypUhZJ6NCI4Ai2NaeUSlQ2bNiAw4cPY8uWLXj11Vfxzjvv4Lbbbhv3ebfeeis6Ojqkr4ceekjOZRIKYDRwyE0TSrmUMI62D7owMOKFycBhNuX2FYFVMjjdwX4BcnKQhrUpilY8HDtPC4Jj5fQCWX+OFOHQQEpl2O3D6R6hS3O1TL4VJUh+xxSRjz/+GK+//jo+/PBDLF++HADwq1/9CldeeSV++tOfory8POZz09PTUVpK9fSpRn6GBQMjXkVKYw+LnSdnFmdSh1GFSLMYUZRlRY/TjZb+UeSmW2T7WW6fH0c7hZRZfWWubD+HCKIFweHxBbDn7AAA4IIZMgsODZlG3z3RA48/gJqCdFQX6FdwyBbhaGhoQG5uriQ2AGD16tUwGAzYtWtX3Of+5S9/QWFhIRYsWIBNmzZhZCS2Cc3tdsPhcIR9EdqkIFO5SpXDrP8GdZ5UFKVKYz/ucMLr55GXbpat+RMRDjONdjlc8Crkw4rkYKsdo14/8jMsmC2zb0dL3Ua3HOkGIEy85jj9VtzJFuHo7OxEcXFx+A8zmZCfn4/Ozs6Yz/vSl76E6upqlJeX4+DBg7j33ntx7NgxvPDCC1GP37x5Mx544IGkrp2QB1bHr0Slyn4xv0/+DWWpyk/Hvma77JUqB1vtAIBFlbm6vgDricIMKyxGAzz+ALocLlmGpo0HS6dcMF1e/wYQjHB0O10IBHjZf14s/AEebx3tAgCsnleiyhqSxYQjHN/97nfHmDojv44ePTrpBd12221Ys2YNFi5ciA0bNuDpp5/Giy++iFOnTkU9ftOmTRgcHJS+WlpaJv2zCXkJNv+SV3D0D3vwwcleAMAnZhXJ+rOIcJTqxXGgRUiZ1ZN/QzEMBg5lrDRWJeNog0L+DQAozrKC4wCvn0f/iHLl/JHsax7AwIgXOWlmLK+WrwxYCSYc4bjnnntw4403xj1m+vTpKC0tRXd3d9jjPp8P/f39E/JnrFixAgBw8uRJzJgxY8z3rVYrrFYaR60HghEOeU2jr33UAV+Ax4KKbMwspg6jSqLUmPrQCAehHOU5aWjqG1HFx+H2+YP+DQUEh9loQEGGFb1DbnQOulCYqc59ZuvHQnTjsjlFMBn13cliwoKjqKgIRUXj7xpXrlwJu92OvXv3YtmyZQCAt956C4FAQBIRidDY2AgAKCsrm+hSCY0hRThkNo2+0tgGAFhfXyHrzyHGUhky5Esuhtw+nOwRyusXVVGEQ0nU7MXRcKoPbl8ARVlWxTYSpTmC4OhyuFTzg209khrpFEBG0+jcuXOxdu1a3Hrrrdi9ezfef/993HXXXfjiF78oVai0tbWhrq4Ou3fvBgCcOnUKP/zhD7F3716cPXsWr7zyCjZu3IhLLrkEixYtkmuphEIoYRptHRjBh2cHwHHAVfWxK6EIeWAplbaBUQQC8vTi+Kh1EDwvNEAqztJvEyQ9UiGlVJQXHK8caAcArFtQqphvp1TlbqOne4ZwqmcYZiOHS2brPz0sa3zmL3/5C+rq6nD55ZfjyiuvxMUXX4zf//730ve9Xi+OHTsmVaFYLBZs3boVV1xxBerq6nDPPffg2muvxT/+8Q85l0kohBKmUXZRuqC2QNctgPVKWU4aTAZOMBY65blIB9MpFN1QGrVKY11eP948LOz0P6PgRqJE5W6j//yoAwCworYA2TodSR+KbFUqAJCfn4+//vWvMb9fU1MT1pGwqqoKO3bskHNJhIrkKzBP5ZVGQXCsX0zRDTUwGjiU56ahuX8EzX0jKJNh0FSw4Vdu0l+biE+5St1G3z7ajSG3DxW5aVg6TTnjpJoRDp8/gL/uagYAXLssNdLD+nagELqCeTgGRjzwyxBuP9ntxNFOJyxGA9YtIM+PWkgzVWQyju5vFoyDS6ilueKoFeFgkctP15cpWp5aomJ787eOdqN90IX8DEvKXM9IcBCKkSd2nuR5QXQkmyMdTgDAwsoc5KTrP/yoV+Qsje0YHEX7oAsGDqgnwaE4rPmX0+2DwyV/+3oAcLi82HZUqHhUMp0CBAelqdHe/JmdTQCAzy+vTJluySQ4CMUwGw3IEeepyJFWae4TZg3UFGQk/bWJxKmUSmOTLzj2NdkBAHWl2ciwypoRJqKQbjEhTxTzSkU53jzcBY8vgBlFGZhXpmwjv1KVuo2e6R3Guyd6wXHAhvOrFf3ZckKCg1CUgkz5SmPP9gk3uBodzxpIBapkjHDsE9Mpy3TeAEnPKJ1WeX6P0MzxM/UVineVZSkVh8uHUY9fsZ/7FzG6sWp2Eaal0PWMBAehKHJWqjSLgiOVPqB6hM1TaelP/g1pb5MgOJZW5yb9tYnECPbikH/X39hix64z/TAZOHx+eaXsPy+SLKsJ6RYhnaGUcdTt8+P5va0AgK+sTJ3oBkCCg1CYfBm7jZ6llIomYB6OLqcLLm/ydoUurx+H24UKlWXT8pP2usTEqGCCQ+ZusgDwux3CSIv1iyskoaMkHMcpnlZ5+2gPBke9KMm24tLZxeM/QUeQ4CAUJT9DnuZfIx4fup2CiNHz+OZUID/DgnSLETyf3I6Uh9oG4fXzKMy0SJUwhPKw6bxyD+g73TOE1w8Lgz6/dul0WX9WPKReHApFOF7cL0Q3rl5cAaNKA+PkggQHoSgFMrU3Z+PQc9LMyBWrYQh14DguOFMliT4O5t9YOi2PJsSqiFID+v7w7mnwPHB5XTFml8g7ij4erIGgEikV+4gHb4kVOZ9dmhq9N0IhwUEoSoFMzb/O9goXP4puaAM5enGwCpWlZBhVFTlNwYzeITf+d68wE+n2VWOHdipJiYIplVcPdsDr5zG3LBt1pcpW5CgBCQ5CUYIj6pPr4WjuF/wb1eTf0ATspvSR2Ib8XOF5HnupQkUTsHM7MOKVrRfHgRY7PP4AZhVn4rwadf06pdlCGliJlMqL+wWR9dklqdkpmQQHoSgFoocj6REOsUKlOp8iHFpgzfxSAMIFNBk+jtaBUfQ43TAZOCxUaWonIZBpNUmpUbmiHK1iZGx6kfobCKVSKk19w9jbNAADJ5hkUxESHISi5MtUFstKYimlog0umF6AC2cUwOvn8eu3Tpzz6x3pcAAA6sqyUqbrop6plNIq8lSqMJFakav+57lUnAckd0rlDdEge9HMQimNk2qQ4CAUJdTDkczx5awkllIq2uHuf5kNAHh+T6skCCcL2/FW59P51QJyG0dZyW1FnvrVSKwsttvplmUGFON0j3ANW16duiXfJDgIRcnPsMBqMiDAB3et54rHF5C6HlKXUe2wvCYfl8wugi/A45fnGOVoFUswKzVwAyKAaaIpuFm2lIp2zndhpgUGDvAHePQNJb9/EIP9X6ZyyTcJDkJRzEYDLp8rNLN5ubEtKa/ZOjCCAA+kmY0oyrIm5TWJ5MCiHC/sa8XRzskLTBbh0MINiIBU9iyX4AimVNQ/3yajQbquyOnjYP+X01LYh0aCg1AcZoh65UB7UkKUTf1B/wb1Z9AWi6tysW5BKQI88INXDoPnJ3e+g4IjdS/GekJKqcjQ/Mvl9aNX7NOjFYEpd7dRrz+ADvG1SXAQRBJZNacIOWlmdDnc2HW675xfr6lXyH2m8gdVz3zvyrmwmgzYebof//yoc1KvoaUQOxEsjW3tH02qFwsIistMq0maLq02cncb7bC74A/wsJoMKR2lJcFBKI7VZMSVC8sACGWTbp8fP3r1CDa9cHBSO2AW4agpJEOhFqnKT8ftlwrNm3782hGMeHwTev7gqBdOl/AcLZgICaAsxwajgYPHH0CXM7k34dB0ilYilnKXxgb9G6kdpSXBQajC1YuFxjavH+rEV57YjSfeO4Nnd7fgZPfQhF+riUpiNc8dq2agIjcN7YMu/PH9sxN6LqtYEGa0mGRYHTFRTEaD5K9IdmmsFqNZwW6j8phGp4J/AyDBQajEeTX5KM+xwen2YffZfunxpkmUT57odgIAainCoVlsZiNuFwdw7ZxgGk2LNyAieHNMtnFUSyWxjFKZUyrMC0OCgyBkwGDgcM3SSgBC6LS+KhdAMD2SKIOjXmmHNa8s9WYPpBLzyoUOoce7nBN6HlWoaJMqmUpjtVShwlAypZLKUHySUI07L5uJ2sIMrJpThD+8ewYHWuxoFht4JcrHYi+Pitw0mhKrcWaVZAIAuhxuDI56EzYEUoWKNgkaR5MrOLR4viXTqExVKqyBWlWKi2qKcBCqkWYx4tpllSjItEr+i4lGOA63C4JjXjlFN7ROts2MMnGneGICUQ5KqWiTKZVSEX9vnW4fhtwTMz0nguThSHEfGgkOQhOwoWsTbYF9hAkOSqfoglklWQCA412Jm4MppaJN5Gj+5fEFq160lFLJtJqQZRUSAsnuxeFweWEfEabuVmkoqiMHJDgITcCUfcvAyISagbH26PMpwqELZhcLaZWJ+DiCEY7UvhjrDRbh6Ha68dDrRydc7hyNjsFR8DxgNRlQmKmtFGlJjjzGUZZOKcy0IMOa2i4HEhyEJijLSYPZyMHr56W5KOPh9vml0DylVPTBbDHCkWj58+CoFw7Wg0NDO14CyMuw4LrlVQCA32w/hct/tkPyVE2W0HSK1vpRyNVtlAmOqSCoSXAQmsBo4CYcoj3RNQRfgEdOmpluRjqBGUcTjXCE9uBI9d2fHvnJtQvx+68sQ2VeGjoGXXh0y/Fzej2WPtPi51nqxZHkCMdU6cEBkOAgNARLqyTai4OlU+aVZWtuN0REZ6aYUul2ujEo5q3jQYZRbcNxHK6YX4rfbFgKAPjgVB+8/sCkX6/Vrr0KFUZpjtByPNkpFRIcBKECzDja1J9YaewRqlDRHVk2M8rFXPjx7vGjHGQY1QcLynOQn2HBkNuH/c32Sb9Om4bPt3wpFeE9k+AgCAWpLhA6hSZaqUIVKvokWKkyEcGR+hdjPWMwcLh4ZiEA4J3jPZN+HRbR0nJKRS7TaGW+9t5zsiHBQWiG6gmkVAIBPlihUkGCQ0/MFn0cJxIojaWUin64ZHYRAGDHOQiOM+LkZy3ORZKj26g/wEuimiIcBKEg7CLT3D8y7tTYloERDLl9sJgMmFGUqcTyiCQxkQgHuwGR4NA+l8wSIhyH2gfRNzTxIWdOlxfdTuF50zX4mWYplR6nG75z8KmE0uVwweMPwGTgUJaT+r/jJDgIzVCZlw6OA4bcPvQPe+Iey9Ipc0qyYDbSr7GemJ1g86++ITdOiOWz9ZW5ci+LOEeKs22oK80CzwPvneyd8PPP9gb7USTa9l5JCjKtMBk4BHigZxKCKhrBktg0GA2pb3ynKzWhGWxmo7SLGK/FeWiFCqEvZomVKr1DbgzEEZa7zghThOeUZKEg06rI2ohz49I5k0+rnO4VxOX0Qu1FNwChdL84S/g9TJZxdKoMbWOQ4CA0xbQEW5zTDBX9kmE1Semzj9oGYx7HxthfMD1fkXUR586lswTB8e6J3nHTopGc6hHSZ7WFGUlfV7JIdrfRFhIcBKEeiRpHWUqFWprrkyVVuQCAfc0DMY9pOCUIjpUzCpRYEpEEltXkIc1sRI/TjY87Em9fDwCne8QIR5F2BUeyS2OnUg8OgAQHoTFYaezZOGPq+4bcklO8jlIqumTJtDwAiNmzoTfEv3F+LQkOvWA1GSWBONG0ymkxwqFFwygj2G00SR6OKVShApDgIDQGy+8f7Yy9O2L+jZqCdGRSu2tdslQSHAMIRBnWt+u04N+oK81Cfoa2hngR8WHVKhPpxxEI8FJFkqYjHElOqUgejinSZ4YEB6Ep5ooRi5PdTnh80UvPgumUHMXWRSSXurIs2MwGOFw+nO4dG80K+jcouqE3WD+OPU39GHYnNkG2y+nCqNcPk4HT9G6fpVTaEhwwGY9Rjx89Yhmwlt9zMiHBQWiKyrw0ZNlM8Pr5mBNFpQoV8m/oFrPRgEUVuQCi+zgaSHDoltrCDFTmpcHr5yXhOB4snTItP13TZe6spHv3mX68fqjznF6rRWxql20zISdde2XAcqDdM0tMSTiOk6IcsUZdH6aW5inBkmm5AMb6OHqcbpzsHgLHAStqqUJFb3AcJ0U5Ek2rMMOolitUAGGTc/NFtQCAe/7WiJMJzAOKBatQmabBrqpyQYKD0BxMSByJIjhGPX7p4kQVKvpmSYiPI5TdIf038si/oUsuEctj3zmRWAOwUz3a928wNl1ZhxW1+Rj2+HHbM3sxlGDaKJKp5t8ASHAQGmRenAjHsS4nArzQjbAoi5pB6ZmlYoTjWJcz7KLNBMjymjw1lkUkgQtnFsBk4HCmdzihYYyne7VfocIwGw14bMNSlOXYcLpnGK8dbJ/U60y1klhARsHx4x//GBdeeCHS09ORm5ub0HN4nsd9992HsrIypKWlYfXq1Thx4oRcSyQ0CvNmHOlwjGkedLhdaBQ1tywbHJf6rYBTmeJsGypy08DzwIEWu/R4o/j3JVUkOPRKts0sVSLtODF+WuWM1GVU+xEOACjMtOLapZUAgA/Pxu4lE4+p1vQLkFFweDwefP7zn8cdd9yR8HMeeugh/PKXv8Tjjz+OXbt2ISMjA2vWrIHLldxxwIS2mVmcCaOBg33EO2YyI1WopBZBH4dw0fb6A1L30cXi9wh9cslsoTz2g3Hmqri8fmliqh4iHAwWgdtztn9Sz59qbc0BGQXHAw88gG9961tYuHBhQsfzPI+f//zn+I//+A+sX78eixYtwtNPP4329na89NJLci2T0CA2sxEzxQsPExgMammeWrBd8E6x78bRDifcvgCybSbUFuhjt0tEZ1m1YPgNjV5Fo6lvBDwPZNlMKMzUj2dnaXUeOA442zeCbufENsU8z6Olf2o1/QI05OE4c+YMOjs7sXr1aumxnJwcrFixAg0NDTGf53a74XA4wr4I/TO3TCg/C/VxDLt9OMR2vzQ9NCVYJQ772nm6D/YRD/a3CJGOxdPyYJgC0zNTmYWVOeA4oH3Qhe44jbKOdwmVHtOLMnWVJs22mVFXKmx89k4wrdI75MGo1w+OAypyU38sPUMzgqOzU6hpLikpCXu8pKRE+l40Nm/ejJycHOmrqqpK1nUSyhDq42B8eLYfvgCPyry0KVVKlspML8pEXWkWfAEeW450oVEskV0szloh9Eum1YTZxcLG4UBr7CF9rCy6vlJ/adLzxLTKRH0cLJ1SnpMGi0kzt2HZmdA7/e53vwuO4+J+HT16VK61RmXTpk0YHByUvlpaWhT9+YQ8BHtxBOvcWTOoC2mYV0qxdkEpAOD1Q50hhtFc9RZEJI36KkFENLbEviGzxm8svaYnltcIaaM9TRPzcTDDaGXe1IluAMCEBlHcc889uPHGG+MeM3369EktpLRUuOh0dXWhrKxMeryrqwuLFy+O+Tyr1QqrlcojUw0mOM72DWPY7UOG1UTTQ1OUdQvK8POtJ/DOiR54/UJVEkU4UoP6qlz8bU8rDrREj3C4fX7Jp6VLwVEtrPlwu0O6TiVCyxQsiQUmKDiKiopQVFQky0Jqa2tRWlqKbdu2SQLD4XBg165dE6p0IVKDwkwrKnLT0GYfxZYjXbhsTrHk31g5vVDl1RHJZHZJJqYXZki9GGoK0qnhV4pQL3qtDrTaEQjwY3w5h9oc8PgDKMiwoCpff7v98tw06TrV2GLHRTMTuzadFJsX1uikDDhZyJY8am5uRmNjI5qbm+H3+9HY2IjGxkYMDQXnY9TV1eHFF18EILTD/eY3v4kf/ehHeOWVV/DRRx9h48aNKC8vx9VXXy3XMgkNc/35gh/n8R2nsPNMHwK80ImQTWwkUgOO47BuYan0b4pupA5zSoUhfU6XD2f6xg7pY+XQS6bl6cowGspyyceReFrlqJgqZub4qYJsguO+++7DkiVLcP/992NoaAhLlizBkiVLsGfPHumYY8eOYXAwGGr7zne+g3/7t3/DbbfdhvPOOw9DQ0N4/fXXYbPRDWYq8pULapBhMeJopxM/e/MYAPJvpCrrFgTTqEt0GFonomM2GrBA7JkTrTyWGUaX6LjnCvNxJCo43D4/TokRDlblMlWQTXA89dRT4Hl+zNeqVaukY3ieD/OEcByHBx98EJ2dnXC5XNi6dStmz54t1xIJjZOTbsaXL6gGABzvEj6gF86gdEoqMr88G7OKM2HgyKOTatSLEatogkPPhlHG+aLg2Ns0ALfPP+7xJ7uH4AvwyEkzo2yKRWunTj0OoUtuvrgWlpBx1TSuPDXhOA7P3LICL/7rRdIIcCI1YIKjMaI0tmNwFB2DLhi4YDWLHpldkonCTAtc3sCYycfRYOmUutIs3aaRJgsJDkLTlGTbcO2yCgDCBzSfzIQpS2mOTbo5EakDK3H+uN0RFgFgN+e60mykWyZUv6ApOI6TzKLvj9PGHQCOdgpVOawSbypBgoPQPN9aPRtr55fi22vmqL0UgiAmSGVeGgoyLPD4A2HlscwwurQ6V6WVJY+LxFTvewkJjmCEY6pBgoPQPMXZNjz+lWW4fG7J+AcTBKEpQiMAbx/rlh7f0yRWqKTAVOCLZgnv72DrIBwub9xjWTPDOopwEARBEERy+WRdMQDg7aOC4GgX+1ZwHHDhTP37sipy01BbmAF/gMeu07GrVXqcbvQOucFxgvdjqkGCgyAIgpCVS2cXwcAJ6YR2+yhePdgOngfOq8lHWY7+Gn5Fg5Xsx/NxMP9GbUGGrn0rk4UEB0EQBCEreRkWqb/K28e68XJjOwBg/eJyNZeVVC5OwDgqVahMsYZfDBIcBEEQhOywtMqfPjiLw+0OmAwcrgxp+KZ3Vs4oAMcBJ7qH0OVwRT3mYzHCMdUafjFIcBAEQRCyc9kcQXCwJn6XzC5KqZk5uekWqavqjmM9UY8J7cExFSHBQRAEQcjO3LKssM6an6lPnXQKY+0CYSbQsx82j/me1x/AyW5BbE3FHhwACQ6CIAhCATiOwyoxymEzG/Av81KvzP0Ly6tgNnLY32yXplsz9pwdgMcfQF66GRW5qWGUnSgkOAiCIAhFuHZpBQyccGPOsKZelUZRllUaRPjnnU1h33vzSCcA4JN1JTAYplZLcwYJDoIgCEIRltfkY+9//Avu+/Q8tZciG2zg5EuNbRgcFZqA8TyPLUe6ACAlIzuJQoKDIAiCUIy8DAtMxtS99ZxXk4c5JVlweQP4372tAITuoq0Do7CaDLhk9tSdeJ26Z50gCIIgFIbjOHx5pRDl+OMHZzDs9knRjU/MKpySDb8YJDgIgiAIIol8dkkFSrKtaOkfxX+8dEjyb1wxr1TllakLCQ6CIAiCSCKZVhN+df1SGA0cXtzfhsPtDnAc8Mm5xWovTVVIcBAEQRBEkjm/Nh/3XDFb+vfy6jwUZlpVXJH6kOAgCIIgCBm4/ZIZUkv3VGx0NlGmrnuFIAiCIGTEYODw+JeX4UCrHcvE4XVTGRIcBEEQBCETFpMB59Xkq70MTUApFYIgCIIgZIcEB0EQBEEQskOCgyAIgiAI2SHBQRAEQRCE7JDgIAiCIAhCdkhwEARBEAQhOyQ4CIIgCIKQHRIcBEEQBEHIDgkOgiAIgiBkhwQHQRAEQRCyk3KtzXmeBwA4HA6VV0IQBEEQ+oLdO9m9NJmknOBwOp0AgKqqKpVXQhAEQRD6xOl0IicnJ6mvyfFyyBgVCQQCaG9vR1ZWFjiOS8prOhwOVFVVoaWlBdnZ2Ul5TT0xld8/vfep+d6Bqf3+6b1P7fd+5MgRzJkzBwZDcl0XKRfhMBgMqKyslOW1s7Ozp9wvYChT+f3Te5+a7x2Y2u+f3vvUfO8VFRVJFxsAmUYJgiAIglAAEhwEQRAEQcgOCY4EsFqtuP/++2G1WtVeiipM5fdP731qvndgar9/eu/03uUg5UyjBEEQBEFoD4pwEARBEAQhOyQ4CIIgCIKQHRIcBEEQBEHIDgkOgiAIgiBkhwRHAjz22GOoqamBzWbDihUrsHv3brWXlHQ2b96M8847D1lZWSguLsbVV1+NY8eOhR2zatUqcBwX9nX77bertOLk8YMf/GDM+6qrq5O+73K5cOedd6KgoACZmZm49tpr0dXVpeKKk0tNTc2Y989xHO68804AqXXe33nnHVx11VUoLy8Hx3F46aWXwr7P8zzuu+8+lJWVIS0tDatXr8aJEyfCjunv78eGDRuQnZ2N3Nxc3HLLLRgaGlLwXUyOeO/d6/Xi3nvvxcKFC5GRkYHy8nJs3LgR7e3tYa8R7XflJz/5icLvZHKMd+5vvPHGMe9t7dq1Ycek4rkHEPXzz3EcHn74YemYZJx7Ehzj8Nxzz+Huu+/G/fffj3379qG+vh5r1qxBd3e32ktLKjt27MCdd96JnTt3YsuWLfB6vbjiiiswPDwcdtytt96Kjo4O6euhhx5SacXJZf78+WHv67333pO+961vfQv/+Mc/8Pzzz2PHjh1ob2/HNddco+Jqk8uHH34Y9t63bNkCAPj85z8vHZMq5314eBj19fV47LHHon7/oYcewi9/+Us8/vjj2LVrFzIyMrBmzRq4XC7pmA0bNuDw4cPYsmULXn31Vbzzzju47bbblHoLkybeex8ZGcG+ffvw/e9/H/v27cMLL7yAY8eO4TOf+cyYYx988MGw34V/+7d/U2L558x45x4A1q5dG/benn322bDvp+K5BxD2njs6OvDkk0+C4zhce+21Yced87nnibicf/75/J133in92+/38+Xl5fzmzZtVXJX8dHd38wD4HTt2SI9deuml/De+8Q31FiUT999/P19fXx/1e3a7nTebzfzzzz8vPfbxxx/zAPiGhgaFVqgs3/jGN/gZM2bwgUCA5/nUPe8A+BdffFH6dyAQ4EtLS/mHH35Yesxut/NWq5V/9tlneZ7n+SNHjvAA+A8//FA65v/+7/94juP4trY2xdZ+rkS+92js3r2bB8A3NTVJj1VXV/OPPvqovItTgGjv/4YbbuDXr18f8zlT6dyvX7+e/+QnPxn2WDLOPUU44uDxeLB3716sXr1aesxgMGD16tVoaGhQcWXyMzg4CADIz88Pe/wvf/kLCgsLsWDBAmzatAkjIyNqLC/pnDhxAuXl5Zg+fTo2bNiA5uZmAMDevXvh9XrDfgfq6uowbdq0lPwd8Hg8+POf/4ybb745bPhhqp73UM6cOYPOzs6wc52Tk4MVK1ZI57qhoQG5ublYvny5dMzq1athMBiwa9cuxdcsJ4ODg+A4Drm5uWGP/+QnP0FBQQGWLFmChx9+GD6fT50FysD27dtRXFyMOXPm4I477kBfX5/0valy7ru6uvDaa6/hlltuGfO9cz33KTe8LZn09vbC7/ejpKQk7PGSkhIcPXpUpVXJTyAQwDe/+U1cdNFFWLBggfT4l770JVRXV6O8vBwHDx7Evffei2PHjuGFF15QcbXnzooVK/DUU09hzpw56OjowAMPPIBPfOITOHToEDo7O2GxWMZcdEtKStDZ2anOgmXkpZdegt1ux4033ig9lqrnPRJ2PqN93tn3Ojs7UVxcHPZ9k8mE/Pz8lPp9cLlcuPfee3H99deHDTD7+te/jqVLlyI/Px8ffPABNm3ahI6ODjzyyCMqrjY5rF27Ftdccw1qa2tx6tQpfO9738O6devQ0NAAo9E4Zc79n/70J2RlZY1JGyfj3JPgIMZw55134tChQ2E+BgBhucqFCxeirKwMl19+OU6dOoUZM2YovcyksW7dOunvixYtwooVK1BdXY2//e1vSEtLU3FlyvPf//3fWLduHcrLy6XHUvW8E9Hxer34whe+AJ7n8dvf/jbse3fffbf090WLFsFiseBrX/saNm/erPtW4F/84helvy9cuBCLFi3CjBkzsH37dlx++eUqrkxZnnzySWzYsAE2my3s8WSce0qpxKGwsBBGo3FMRUJXVxdKS0tVWpW83HXXXXj11Vfx9ttvo7KyMu6xK1asAACcPHlSiaUpRm5uLmbPno2TJ0+itLQUHo8Hdrs97JhU/B1oamrC1q1b8dWvfjXucal63tn5jPd5Ly0tHWMY9/l86O/vT4nfByY2mpqasGXLlnHHs69YsQI+nw9nz55VZoEKMn36dBQWFkq/56l+7gHg3XffxbFjx8a9BgCTO/ckOOJgsViwbNkybNu2TXosEAhg27ZtWLlypYorSz48z+Ouu+7Ciy++iLfeegu1tbXjPqexsREAUFZWJvPqlGVoaAinTp1CWVkZli1bBrPZHPY7cOzYMTQ3N6fc78Af//hHFBcX41Of+lTc41L1vNfW1qK0tDTsXDscDuzatUs61ytXroTdbsfevXulY9566y0EAgFJiOkVJjZOnDiBrVu3oqCgYNznNDY2wmAwjEk1pAKtra3o6+uTfs9T+dwz/vu//xvLli1DfX39uMdO6tyfk+V0CvA///M/vNVq5Z966in+yJEj/G233cbn5ubynZ2dai8tqdxxxx18Tk4Ov337dr6jo0P6GhkZ4Xme50+ePMk/+OCD/J49e/gzZ87wL7/8Mj99+nT+kksuUXnl584999zDb9++nT9z5gz//vvv86tXr+YLCwv57u5unud5/vbbb+enTZvGv/XWW/yePXv4lStX8itXrlR51cnF7/fz06ZN4++9996wx1PtvDudTn7//v38/v37eQD8I488wu/fv1+qxPjJT37C5+bm8i+//DJ/8OBBfv369XxtbS0/OjoqvcbatWv5JUuW8Lt27eLfe+89ftasWfz111+v1ltKmHjv3ePx8J/5zGf4yspKvrGxMewa4Ha7eZ7n+Q8++IB/9NFH+cbGRv7UqVP8n//8Z76oqIjfuHGjyu8sMeK9f6fTyf/7v/8739DQwJ85c4bfunUrv3TpUn7WrFm8y+WSXiMVzz1jcHCQT09P53/729+OeX6yzj0JjgT41a9+xU+bNo23WCz8+eefz+/cuVPtJSUdAFG//vjHP/I8z/PNzc38JZdcwufn5/NWq5WfOXMm/+1vf5sfHBxUd+FJ4LrrruPLysp4i8XCV1RU8Ndddx1/8uRJ6fujo6P8v/7rv/J5eXl8eno6/9nPfpbv6OhQccXJ54033uAB8MeOHQt7PNXO+9tvvx319/yGG27geV4ojf3+97/Pl5SU8Farlb/88svH/J/09fXx119/PZ+ZmclnZ2fzN910E+90OlV4NxMj3ns/c+ZMzGvA22+/zfM8z+/du5dfsWIFn5OTw9tsNn7u3Ln8f/7nf4bdkLVMvPc/MjLCX3HFFXxRURFvNpv56upq/tZbbx2zsUzFc8/43e9+x6elpfF2u33M85N17mk8PUEQBEEQskMeDoIgCIIgZIcEB0EQBEEQskOCgyAIgiAI2SHBQRAEQRCE7JDgIAiCIAhCdkhwEARBEAQhOyQ4CIIgCIKQHRIcBEEQBEHIDgkOgiAIgiBkhwQHQRAEQRCyQ4KDIAiCIAjZIcFBEARBEITs/H/S87fvBLNv7wAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "checkpoint = torch.load('checkpoints/Electricity_96_96_CycleNet_custom_ftM_sl96_pl96_cycle168_linear_seed2024/checkpoint.pth', map_location=torch.device('cuda:0'))\n",
    "weights = checkpoint['cycleQueue.data'].cpu().numpy()[:,317]\n",
    "shifted_weights = np.roll(weights, 41)\n",
    "plt.figure(figsize=(6, 4))\n",
    "plt.plot(shifted_weights)\n",
    "# Save the plot as a SVG file\n",
    "plt.savefig('electricity[317].pdf', bbox_inches='tight', transparent=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "030ed193-b62f-489a-9b85-4c8b2353ffbf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "checkpoint = torch.load('checkpoints/Electricity_96_96_CycleNet_custom_ftM_sl96_pl96_cycle168_linear_seed2024/checkpoint.pth', map_location=torch.device('cuda:0'))\n",
    "weights = checkpoint['cycleQueue.data'].cpu().numpy()[:,310]\n",
    "shifted_weights = np.roll(weights, 41)\n",
    "plt.figure(figsize=(6, 4))\n",
    "plt.plot(shifted_weights)\n",
    "# Save the plot as a SVG file\n",
    "plt.savefig('electricity[310].pdf', bbox_inches='tight', transparent=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5fa5e72f-cd0e-43eb-8697-24566ee822a0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "160c3fc6-5c59-4de1-a730-600cb6ecf62e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "checkpoint = torch.load('checkpoints/ETTm1_96_96_CycleNet_ETTm1_ftM_sl96_pl96_cycle96_linear_seed2024/checkpoint.pth', map_location=torch.device('cuda:0'))\n",
    "weights = checkpoint['cycleQueue.data'].cpu().numpy()[:,6]\n",
    "shifted_weights = np.roll(weights, 72)\n",
    "plt.figure(figsize=(6, 4))\n",
    "plt.plot(shifted_weights)\n",
    "# Save the plot as a SVG file\n",
    "plt.savefig('ettm1[6].pdf', bbox_inches='tight', transparent=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5111c389-cd53-45ca-a77f-fd8aa75ed970",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "checkpoint = torch.load('checkpoints/weather_96_96_CycleNet_custom_ftM_sl96_pl96_cycle144_linear_seed2024/checkpoint.pth', map_location=torch.device('cuda:0'))\n",
    "weights = checkpoint['cycleQueue.data'].cpu().numpy()[:,6]\n",
    "shifted_weights = np.roll(weights, 100)\n",
    "plt.figure(figsize=(6, 4))\n",
    "plt.plot(shifted_weights)\n",
    "# Save the plot as a SVG file\n",
    "plt.savefig('weather[6].pdf', bbox_inches='tight', transparent=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "8498c51e-b319-400d-8ca5-242d51e0447b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "checkpoint = torch.load('checkpoints/Solar_96_96_CycleNet_Solar_ftM_sl96_pl96_cycle144_linear_seed2024/checkpoint.pth', map_location=torch.device('cuda:0'))\n",
    "weights = checkpoint['cycleQueue.data'].cpu().numpy()[:,136]\n",
    "shifted_weights = np.roll(weights, 52)\n",
    "plt.figure(figsize=(6, 4))\n",
    "plt.plot(shifted_weights)\n",
    "# Save the plot as a SVG file\n",
    "plt.savefig('solar[136].pdf', bbox_inches='tight', transparent=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fbe6db35-f1fb-480d-86f6-c72a1fe6a75b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "checkpoint = torch.load('checkpoints/traffic_96_96_CycleNet_custom_ftM_sl96_pl96_cycle168_linear_seed2024/checkpoint.pth', map_location=torch.device('cuda:0'))\n",
    "weights = checkpoint['cycleQueue.data'].cpu().numpy()[:,606]\n",
    "shifted_weights = np.roll(weights, 142)\n",
    "plt.figure(figsize=(6, 4))\n",
    "plt.plot(shifted_weights)\n",
    "# Save the plot as a SVG file\n",
    "plt.savefig('traffic[606].pdf', bbox_inches='tight', transparent=False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3cc70869-6b78-430e-bdac-1099281bd5da",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
